A physics-based and data-driven approach for localized statistical channel modeling

S Zhang, X Ning, X Zheng, Q Shi… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Localized channel modeling is crucial for offline performance optimization of wireless
networks, but existing channel models are not well suited for wireless network optimization …

Modeling User Transfer During Dynamic Carrier Shutdown in Green 5G Networks

A De Domenico, D López-Pérez, W Li… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
The energy consumption of the fifth generation (5G) of cellular technology is concerning for
the mobile industry and the entire society. To minimize the environmental footprint and …

Embracing uncertainty: A diffusion generative model of spectrum efficiency in 5g networks

H Wang, Z Tang, S Zhang, C Shen… - … and Signal Processing …, 2023 - ieeexplore.ieee.org
Spectrum efficiency modeling is a crucial enabling technology for optimizing 5G networks.
Neural networks have been employed to model the complex and nonlinear relationship …

Cellular Network Optimization Using Unfolding-Based Graph Neural Networks

P He, Y Tang, F Xu, Q Shi - 2023 IEEE 24th International …, 2023 - ieeexplore.ieee.org
The rapid development of wireless communication networks has driven the need for careful
optimization of network parameters to achieve optimal performance. Traditional optimization …

A Zeroth-Order Block Coordinate Gradient Descent Method For Cellular Network Optimization

P He, S Lu, X Guan, Y Kang… - … Symposium on Wireless …, 2022 - ieeexplore.ieee.org
This paper considers a performance optimization problem in a cellular network. The
objective is to optimize the network performance measured by reference signal received …

[PDF][PDF] GREEN FUTURE NETWORKS: A ROADMAP TO ENERGY EFFICIENT MOBILE NETWORKS

N Alliance - 2024 - img.corrierecomunicazioni.it
The mobile industry through Next Generation Mobile Network's (NGMN), Green Future
Networks programme is working together to increase network energy efficiency (EE). This …